Concepedia

Proper Orthogonal Decomposition

Proper Orthogonal Decomposition is a dimensionality reduction technique that constructs an optimal set of orthogonal basis functions from a collection of snapshots of a system’s state, such that the basis maximizes the capture of the system’s kinetic energy or variance in a least-squares sense.

1.7K

Publications

96.8K

Citations

3.5K

Authors

998

Institutions

Publications per year

2017–2026

674

Variants

Empirical Orthogonal FunctionsEofKarhunen-loève DecompositionKarhunen-loève TransformPod

Parents

Publications

1.7K

The Proper Orthogonal Decomposition in the Analysis of Turbulent Flows

Gal Berkooz, Philip Holmes, J. L. Lumley · Annual Review of Fluid Mechanics · 1993 · 4.3K citations

, , +15

Spectral analysis of nonlinear flows

Clarence W. Rowley, Igor Mezić, Shervin Bagheri et al. · Journal of Fluid Mechanics · 2009 · 2.3K citations

, , +16

Nonlinear Model Reduction via Discrete Empirical Interpolation

Saifon Chaturantabut, Danny C. Sorensen · SIAM Journal on Scientific Computing · 2010 · 1.9K citations

, , +15

Spectral proper orthogonal decomposition and its relationship to dynamic mode decomposition and resolvent analysis

Journal of Fluid Mechanics · 2018 · 1.3K citations · Full text

, , +15

An introduction to the proper orthogonal decomposition

Anindya Chatterjee · Current Science · 2000 · 1K citations

, , +12

1–5 of 1.7K

Authors

3.5K

  1. IM
    I. M. Navon

    Florida State University, United States

    26 publications · 1.7K citations

    21

    h-index

  2. ZL
    Zhendong Luo

    North China Electric Power University, China

    31 publications · 1.5K citations

    19

    h-index

  3. GR
    Gianluigi Rozza

    Scuola Internazionale Superiore di Studi Avanzati, Italy

    26 publications · 914 citations

    19

    h-index

  4. KW
    Karen Willcox

    Massachusetts Institute of Technology, United States

    21 publications · 3.7K citations

    18

    h-index

  5. SV
    Stefan Volkwein

    University of Graz, Austria

    19 publications · 2.4K citations

    16

    h-index

1–5 of 3.5K

Institutions

998

  1. Centre National de la Recherche Scientifique

    Paris, France

    33 h-index

    198 publications

    12.5K citations

  2. Princeton University

    Princeton, United States

    25 h-index

    60 publications

    10.8K citations

  3. Stanford University

    Stanford, United States

    24 h-index

    57 publications

    4.7K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    24 h-index

    48 publications

    5.8K citations

  5. Imperial College London

    London, United Kingdom

    24 h-index

    78 publications

    5.4K citations

  6. Florida State University

    Tallahassee, United States

    24 h-index

    46 publications

    2.5K citations

  7. Virginia Tech

    Blacksburg, United States

    21 h-index

    70 publications

    4.5K citations

  8. Politecnico di Milano

    Milan, Italy

    20 h-index

    68 publications

    2.8K citations

1–8 of 998

Venues

  1. Journal of Fluid Mechanics

    95 publications · 12.3K citations

    52

    h-index

  2. Physics of Fluids

    130 publications · 5.6K citations

    43

    h-index

  3. AIAA Journal

    77 publications · 5.9K citations

    38

    h-index

  4. 31

    h-index

  5. 23

    h-index

1–5